[Retracted] A Study on the Application of Visual Perception in Art Design Based on Industrial Mathematics Models

Table 1

Names of subcategories in the style subset.

Subcategory/top-1 error rate (%)	Two channel deep learning model
	50 layer ResNet	131 layer FPTD
Abstract	5.23	9.04
Primitivism	5.54	5.01
Neoclassicism	4.25	4.35
Rococo	2.25	2.90
Northern renaissance	3.60	3.23
Cubism	4.42	3.68
Minimalism	2.24	3.49
Pop art	4.06	3.47
Art informal	6.84	5.39
Abstract art	7.61	5.11
Impressionism	0.92	4.14
Color field painting	3.33	1.83
Ukiyo-e	1.99	1.25
Late renaissance	4.70	3.68
High renaissance	4.56	3.59
Early renaissance	3.37	9.33
Conceptual art	4.67	3.35
Realism	6.77	6.80
Romanticism	3.05	5.94
Expressionism	9.57	5.19
Postimpressionism	5.42	4.20
Surrealism	5.38	5.60
Art nouveau(modern)	4.64	4.12
Baroque	5.22	3.72
Symbolism	5.13	8.84